Meng, Yang (2009) Application of agent-based simulation to the modelling and management of hospital-acquired infections. PhD thesis, University of Warwick.

PDF WRAP_THESIS_Meng_2009.pdf - Requires a PDF viewer. Download (2566Kb)

Request Changes to record.

Abstract

Hospital-acquired infections (HAIs) are a big threat to the well-being of patients and place a heavy burden on hospital resources. The thesis provides the first attempt to apply agent-based simulation (ABS) to describe the transmission dynamics and evaluate the intervention policies of HAIs in general and Methicillin-resistant Staphylococcus aureus (MRSA) in particular. Based on the proposed taxonomy of potential methods for modelling HAIs, the relative advantages of ABS compared to other modelling methods are investigated. The comparison provides a theoretical justification to the use of ABS. The main methodological issues, including the representation of patient agents and the modelling of the transmission process, are discussed and a framework of applying ABS on HAI modelling is proposed.
Guided by the framework, a MRSA model is built and validated using observed data from an empirical study. The model is more realistic and flexible than previous MRSA models and embeds intervention policies that have not been systematically studied such as the turnaround time and frequency of screening tests and the decolonisation treatment. Various interventions and influencing factors are systematically evaluated by formal experimental design methods including the fractional factorial design and the response surface design.
The experimental results indicate that the use of rapid screening tests with shorter test turnaround time is the most effective policy to reduce MRSA transmission in the hospital setting. The introduction of admission and repeat screening is another effective policy; however, the effectiveness is not linear and may depend on patients’ lengths of stay. Providing more isolation facilities is also an effective policy but its effectiveness is significantly dependent on the efficacy of isolation.
To demonstrate the potential and flexibility of ABS, the MRSA model is extended to include a competitive infection, to include multiple hospital units and HCW agents, and the wider community.

Item Type:	Thesis (PhD)
Subjects:	Q Science > QA Mathematics R Medicine > RA Public aspects of medicine > RA0421 Public health. Hygiene. Preventive Medicine
Library of Congress Subject Headings (LCSH):	Nosocomial infections -- Transmission -- Simulation methods, Intelligent agents (Computer software), Methicillin resistance -- Simulation methods, Nosocomial infections -- Prevention
Official Date:	October 2009
Dates:	Date Event October 2009 Submitted
Institution:	University of Warwick
Theses Department:	Warwick Business School
Thesis Type:	PhD
Publication Status:	Unpublished
Supervisor(s)/Advisor:	Davies, Ruth, Prof. ; Robinson, Stewart, 1964-
Sponsors:	Warwick Business School (WBS)
Format of File:	pdf
Extent:	302 leaves : charts
Language:	eng

Request changes or add full text files to a record

Repository staff actions (login required)

View Item

Downloads